MPRA
Munich Personal RePEc Archive
Exploring corporate disclosure on climate
change: Evidence from the Greek
business sector
George Halkos and Antonis Skouloudis
Department of Economics, University of Thessaly, Department of
Environment, University of the Aegean
2015
Online at
http://mpra.ub.uni-muenchen.de/64566/
Exploring corporate disclosure on climate change:
Evidence from the Greek business sector
George Halkos
1and Antonis Skouloudis
2 1Laboratory of Operations Research, Department of Economics, University of Thessaly
2
Centre for Environmental Policy and Strategic Environmental Management, Department of Environment, University of the Aegean
Abstract
An increasing number of large corporations around the world engage in accounting for and reporting on their plans and measures towards climate change, as part of their environmental responsibility agenda. Using a disclosure index, this study investigates the status of the disclosure practices of the top 100 companies operating in Greece with respect to the pivotal issue of climate change. Determinants which drive Greek companies to publicly disclose such information are examined while overlapping perspectives for the Greek case are outlined. The analysis suggests that only a small group of leading Greek companies appears to endorse a climate change discourse as an instrument of empowering stakeholders’ decision-making. Most other corporations still tend to disregard disclosure practices of their actions towards this global issue.
Keywords: Climate change; corporate disclosure; corporate social responsibility; content analysis; Greece.
Introduction
Climate change poses potentially unprecedented threats to modern societies
and reflects a much-debated issue as it is strongly interlinked with current lifestyles
and development policies. While scientific assessments suggest that the overall
impact from climate change is most likely unpredictable, they seem to denote that
extreme weather conditions are to be expected among the various geographical
regions in the years to come1. Moreover, such unpredictability refers to significant
changes in the distribution of precipitation, affecting the intensity and frequency of
draughts and floods, severe disease and pest outbreaks and well as widespread fires in
forested areas.
The need for co-ordinated action to mitigate climate change impacts is an
essentially complex public policy problem of modern times; a problem where
meaningful actions from the business community should represent a key component
in shaping effective policy responses and appropriate mitigation measures. Given the
difficulties of the global community in defining concrete ways to confront climate
change, the exploration of the discretionary disclosure of organizational responses to
climate change makes a useful endeavour. Moreover, under the critical circumstances
climate change posits, companies need to maintain the support and approval of their
stakeholders by introducing or refining practices that will counteract possible
legitimacy threats or risks related to climate change.
1. Background and conceptual underpinning
Discretionary corporate climate change disclosure (hereafter CCD) has been
identified as a valuable legitimation instrument which can mitigate conflicts with
1
For information on the dimensions of the problem of climate change and its economic effects see Halkos (2014, 2015).
stakeholders and a practice with a mediating effect in convincing societal members
that the organization is fulfilling their expectations (Dowling and Pfeffer, 1975;
Lindblom, 1994). The concept of legitimacy according to Dowling and Pfeffer (1975,
p.122) is defined as “a condition or status which exists when an entity’s value system
is congruent with the value system of the larger social system of which the entity is a
part’ and add that ‘when a disparity, actual or potential, exists between the two value
systems, there is a threat to the entity’s legitimacy”.
Legitimacy theory posits a systems-oriented perspective to the
business-and-society relationship, where the firm influences and is influenced by the social context
within it operates. It sets forth a form of a ‘social contract’ where society provides the
company with a range of resources to conduct its activities along with an overarching
‘licence to operate’, in return for the provision of socially acceptable (i.e. legitimate)
business conduct (Mathews, 1993; Deegan, 2002). Whenever the organization’s
operation is not meeting the society’s set of norms and values then the latter can
revoke its ‘licence’ and for the firm to retain its legitimacy practical demonstrations
of adherence to such expectations are essential.
According to Gray et al. (1987), such disclosure practice refers to “the process
of communicating the social and environmental effects of organizations (particularly
companies) beyond the traditional role of providing a financial account to the owners
of capital, in particular shareholders. Such an extension builds upon the assumption
that companies do have wider responsibilities than simply to make money for their
shareholders” (Gray et al., 1987, p. 9). In line with the multidimensionality of the
corporate social responsibility (CSR) construct, CCD encompasses a diverse range of
information, including vision and strategic posture to address climate change, risks
operational impact and control emissions, quantitative information of greenhouse gas
emissions, voluntary initiatives to reduce emitted greenhouse gases, etc.
A considerable number of the largest corporations around the world adds
emphasis and allocates resources towards climate change mitigation plans and
measures (Carbon Disclosure Project, 2013). In this respect, corporations are called
upon to shape voluntary disclosure practices for such courses of action in order to
address potential legitimacy deficits (Kolk, 2008). Indeed, the overlapping and
multifaceted impacts of climate change are acknowledged as significant and
far-reaching for business (Business Roundtable, 2007). Still, relevant corporate
communication channels which incorporate such considerations leave much to be
desired with Doran et al. (2009) to indicate that a mere 24% of the Standard and
Poor’s (S&P) 500 companies referred to climate change in their SEC filings.
CCD has received increased attention in the academic literature with a
growing number of empirical studies to explore this aspect of corporate
accountability. In this regard, two dominating groups of research streams are
identified. A considerable number of scholars focus on trends and patterns of CCD in
specific national-regional and/or industries while another group of studies attempts to
shed light on determinants and predictors of CCD (e.g. Stanny and Ely, 2008;
Freedman and Jaggi, 2009).
With this in mind, this study aims to contribute to the literature by shedding
light on the comprehensiveness of CCD by large firms in Greece and investigate a
number of determinants of such disclosures.
Next, the research questions of the study are described along with the methods
employed and the sample identification. The following section presents the analysis
of data and relevant findings. In the final section, implications are discussed and
2. Research questions
Prior research suggests a positive relationship between corporate size and the
extent to which corporations disclose information (Ahmad et al., 2003; Freedman and
Jaggi, 2009; da Silva Monteiro and Aibar-Guzmán, 2009; Stanny and Ely, 2008).
Larger organizations encapsulate high public visibility and significant social and
environmental impacts (Watts and Zimmerman, 1986). They also have more
resources to invest in CCD (Belal, 2001) and aim to present a positive image towards
their stakeholders. Therefore, we hypothesize that CCD of Greek firms is dependent
on organizational size.
Literature also suggests a strong industry effect on environmental and social
disclosure. In particular, companies in the mining, oil and chemical sectors seem to
disclose more information regarding environmental management and employees’
health and safety measures (Line et al., 2002), while the financial sector, and the
tertiary-service sectors in general, seem to give more emphasis to labor practices,
product responsibility and broader social issues (Line et al., 2002).
In addition, corporations in sectors with high environmental sensitivity tend to
disclose more information regarding their environmental performance than others
(Hackston and Milne, 1996; Patten, 1991; Roberts, 1992; Ahmad et al., 2003; da
Silva Monteiro and Aibar-Guzmán, 2009). Finally, business organizations with high
proximity to the final consumer (i.e. companies of the banking, retailing, utilities or
food and beverages sector) are expected to provide more non-financial information in
general (Arulampalam and Stoneman, 1995), since promoting a positive corporate
image that assures responsible conduct, increases brand loyalty and motivates
consumers to buy products of the specific brand (Meijer and Schuyt, 2005). Thus, we
postulate that CCD of Greek firms varies by business sector and that Greek
We also postulate that Greek companies with high proximity to the final consumer
will provide more CCDs.
Prior findings on the relationship between business profitability and
non-financial disclosure are ambiguous (e.g. Belkaoui and Karpik, 1989; Patten, 1991;
Roberts, 1992). Nevertheless, increased profitability can have a direct effect on the
extent of environmental and social disclosure (Bo, 2009). Supporting arguments for
this claim point out that a profitable organization is more exposed to social scrutiny
(Ng and Koh, 1994), and is most likely managed by skilled and insightful executives
who can potentially foresee the benefits of social responsiveness (Belkaoui and
Karpik, 1989), but mostly that it has the available economic resources to engage in
voluntary disclosure (Hackston and Milne, 1996; Roberts, 1992). Thus, we postulate
that CCD of Greek firms is dependent on profitability.
Chapple and Moon (2005) argue that the level of internationalization of a firm
can lead to increased CSR and, in our case, to increased CCD efforts. They denote
that “...as businesses trade in foreign countries, they see the need to establish their
reputations as good citizens in the eyes of new host populations and consequently will
engage in CSR as part of this process” as well as that “...the emerging systems of
world economic governance create incentives for greater CSR” (p. 419). In a similar
vein, Cooke (1989) and Tang and Li (2009) stress that a firm’s presence in foreign
markets postulates that it is bound to disclose more comprehensive information in line
with the reporting rules of the foreign business system. In addition, Robb et al. (2001)
offer empirical support that international presence can be a strong determinant for
non-financial disclosure. In line with these arguments, we explore the hypothesis that
CCD of Greek firms depends on their level of internationalization.
Isomorphic patterns and mimetic processes as reflected in the subscription to
Powell, 1983; Matten and Moon, 2008) have a mediating role in the non-financial
disclosure practices of firms. In this context, the growing number of stand-alone CSR
reports in Europe (KPMG, 2013) has been identified as a marking example of such
processes in the homogenization of institutional environments across national
boundaries (Matten and Moon, 2008: p. 412). In view of the above, we hypothesize
that Members of the Hellenic CSR Network and the Greek Business Council for
Sustainable Development provide more CCDs.
Secchi’s (2006) evidence from Italy reveals that there is heterogeneity in the
non-financial reporting practices of government-owned and privately-owned firms. In
this respect, the size of the (notably larger) strongly bureaucratic, centralized public
sector in Greece has aggravated calls for new public management techniques
(Phillipidou et al., 2004). Yet, efforts towards the modernization of the state are
admittedly slow and previous transformational processes have proved unsuccessful
(Kufidou et al., 1997; Philippidou et al., 2004). Key factors for such failure include
Greek state organizations’ resistance to change, the myopic focus on regulations, the
absence of robust strategic planning, the lack of employee motivation and stimuli to
undertake initiatives in order to offer and apply new thinking in the organization
(Ministry of Internal Affairs, 2000 in Phillipidou et al., 2004: p. 324).
Moreover, according to preliminary arguments and tentative findings
(Tsakarestou, 2004; Hackston and Milne, 1996; Tang and Li, 2009), it is reasonable
to hypothesize that subsidiaries of foreign multinationals (MNCs), which have
adopted a robust CSR agenda, can act as moral agents in the country and will be more
active in non-financial disclosure than those companies headquartered within the
country.
Finally, companies listed on the Athens Stock Exchange (ASE) constitute ‘the
and form an essential driving force of the domestic economy via their linkages with
other, non-listed, enterprises. These firms are not only well-known to the financial
and business analysts’ community, but they tend to draw more public attention and
receive more extensive media coverage than unlisted firms (Branco and Rodrigues,
2006; Halkos and Sepetis, 2007). Given these, we explore that CCD of Greek firms
varies by ownership identity and if Greek government-owned and government-linked
corporations provide less CCDs. Similarly we investigate whether subsidiaries of
foreign MNCs provide more CCDs and if companies listed on the Athens Stock
Exchange provide more CCDs.
In view of the above, our study is guided by the following research questions:
a) Is CCD a common practice among large Greek corporations? and
b) Do organizational parameters such as those described in this section affect CCD?
3. Material and methods
The sample used in this study consists of the 100 largest companies operating
in Greece (based on annual revenues) according to the ICAP’s annual “Greece in
Figures” report. Out of the companies in question, 32% belong to the manufacturing
sector, followed by firms engaged in trade/retail activities (31%), the
banking-insurance sector (12%) and the utilities sector (11%). No other business sector
yielded more than 10% of the sample (construction and building materials firms
represent 6% while firms pertaining to other tertiary/service sectors represent 9% of
the sample). Moreover, 36% of the firms are listed in the ASE, 7% are
government-owned, and 29% are privately-owned while 28% are subsidiaries of foreign
multinationals.
In order to explore the publicly available CCDs, a web-based search was
performed during the first quarter of 2011, locating the official websites of the sample
press releases, webpages, etc.) was identified. In cases of annual, stand-alone,
non-financial reports (environmental, health and safety, CSR and/or sustainability), the
most recent one was included in the analysis. Among the 100 corporate websites, one
was under construction while three foreign subsidiaries redirected interested parties to
the global website of the parent company.
CCD is assessed according to a numerical grading scheme where zero
corresponds to non-disclosure and 1 stands for organizations disclosing information
on internally adopted and implemented policies, plans and/or programs towards
climate change mitigation. A number of independent variables are used in this
empirical analysis. Specifically, company size is measured by the number of
employees and turnover2. Business sector is measured by a six-scale dummy variable
pertaining to the segmentation of the top Greek firms presented in the sample’s
description. Profitability is measured using return on assets (ROA), return on equity
(ROE) and net profit margin3. Internationalization is operationalized by the
percentage of sales exported to other countries as well as by the number of countries,
besides Greece, where the organization operates. Environmental sensitivity, consumer
proximity and subscription to CSR initiatives are also expressed by a binary zero/one
dummy variable, where one designates a company falling in these categories and zero
if it is does not. Ownership identity is measured by a four-scale dummy variable
pertaining to the segmentation of the top Greek firms presented in the sample’s
description.
2
Turnover is defined as the income that a company generates from its business activities.
3
ROA is calculated as the ratio of the profit (loss) before tax over the average total assets in time t and t-1. It calculates the yield of total assets of a corporation providing a possible criterion for the evaluation of the management tasks achieved. ROE is calculated as the ratio of the profit (loss) before tax over the average equity in time t and t-1. It shows the profitable capability of the corporation and estimates the efficiency with which the corporation exploits its equity. Similarly As expected there was a very high correlation between ROA and ROE and thus we omitted this ratio from our analysis. Similarly the ratio of net profit margin for a corporation is usually expressed as the ratio of net profits over revenues showing what portion of each earned € by the company ends up to profits.
3.1 The proposed econometric model formulation
In our model formulation we treat the dependent variable climate change
disclosure (CCD, Yi) as a dichotomous variable taking the value of 1 (organizations
disclose brief or extensive coverage on specific topics) with probability Θ and the
value of 0 (non-disclosure) with probability 1-Θ.4 This random variable has a discrete
probability distribution:
Pr (Yi , Θi ) = Θi Θ
Yi(1− )1−Yi (1)
With likelihood function:
L(Y;β) = e e X i n X i n ij j k j ij j k (β ) β β 0 1 0 1 1 1 1 1 + = + = = = ∑ + ∑
∏
∏
(2)Apart of the estimation of the slopes in the logistic regression model
formulation we also calculate the connection between the independent variables and
the dependent entailing the Odds Ratio (OR) parameters. These are identified as the
ratio of the probability that CCD will occur (event E that Y=1) divided by the probability that CCD will not occur (1- event E). That is:
Odds (EX1, X2, …, Xn) = Pr( ) Pr( ) E E 1− (3)
In this way the form of the logistic model is defined as
logit [Pr(Y=1)]=loge[odds (Y=1)]=loge
Pr( ) Pr( ) Y Y = − = 1 1 1 (4) 4
4. Empirical results
4.1 Descriptive statistics
As concerns the CCD behavior on behalf of the companies operating in
Greece, the descriptive analysis of our sample shows that the sizable majority of the
companies (74%) take no measures at all for disclosure, with only a 26 of the
organizations disclosing information. It is obvious from the above that the dialogue
potential CCD encapsulates is not utilized effectively to enable and stimulate a
fruitful component of corporate non-financial accountability. Quantitative
information in terms of performance indicators (e.g. direct and indirect greenhouse
gas emissions or CO2 reductions achieved over the reporting period) is very little,
mostly located in CSR reports and absent from annual reports and investor relations
statements.
Table 1 presents the descriptive statistics of the variables used in our empirical
analysis.
Table 1: Descriptive statistics of the variables under consideration
Variables Mean Median StDev Minimum Maximum
CCD 0.2600 0.0000 0.4408 0.0000 1.0000 CSR initiatives 0.4200 0.0000 0.4960 0.0000 1.0000 Exports 0.1348 0.0200 0.2334 0.0000 0.9500 Number of countries
other than Greece
1.370 0.0000 2.820 0.0000 15.000
Ownership 2.3 2 1.2268 1.0000 4.0000 Sector 2.890 3.0000 1.632 1.0000 6.000 Employees 2245 941 3577 12 24602
Turnover 885707 427554 1238434 114219 7899981 Net Profit Margin 6.90 4.20 10.46 -23.11 55.90
Return on assets 6.70 3.25 11.63 -26.38 59.07 Return on equity 25.34 11.89 48.95 -86.62 252.33 Consumer proximity 0.5100 1.0000 0.5024 0.0000 1.0000 Environmental sensitive sectors 0.3100 0.0000 0.4648 0.0000 1.0000
4.2 Econometric results
For our research, the model specification is:
logit[Pr(Y=1)] = f (size, sector, profitability, environmental sensitivity, consumer
proximity, internationalization, ownership identity, subscription
to CSR initiatives)
where Y is our dichotomous-choice dependent variable CCD with zero corresponding
to non-disclosure and 1 to organizations providing disclosures on climate change
mitigation. This dependent variable depends on a number of explanatory variables.
Namely, number of employees, turnover, sector, return on equity, return on assets, net
profit margin, internationalization, environmental sensitivity, consumer proximity,
exports, subscription to CSR initiatives and ownership identity.
In Table 2, columns 2-3 refer to the full model while columns 4-5 present the
final model consisting of the statistically significant variables and represented as:
logit[Pr(Y=1)] = β0 +β1 (subscription to CSR initiatives) +β2 (sector) +β3 (turnover) +
+β4 (return on assets) +β5 (consumer proximity) +β6 (environmentally
sensitive sectors) +β7 (number of countries other than Greece) + εi
where εi is the disturbance term with the usual properties.
As shown in Table 2, the coefficients have the expected signs. All variables affect
positively while sector and ROA affect negatively CCD. The magnitude of
subscription to CSR initiatives, consumer proximity and environmental sensitive
sectors are quite high while on the other hand the magnitude of turnover is negligible.
The constant term and the variables subscription to CSR initiatives and turnover
are significant in all significance levels (0.01, 0.05 and 0.1) in both model formulations. The variables sector and ROA are significant in the statistical level of 0.1 in both model formulations. The variable number of countries other than Greece is statistically
variables consumer proximity and environmentally sensitive sectors are statistically
insignificant in this model formulation. However they are both significant in the
statistical level of 0.1 in the second model formulation. The variables exports and ownership were statistically insignificant in both model formulations and were
omitted.
Table 2: Econometric results of the proposed logit model formulations
Logit models
Variables Estimates Odds
Ratios Estimates Odds Ratios Constant -3.6882 [0.005] 0.02502 -3.5909 [0.004] 0.0276 Subscription to CSR initiatives 2.04485 [0.005] 7.728 2.228 [0.002] 9.2815 Sector -0.511 [0.073] 0.5999 -0.5086 [0.056] 0.6013 Turnover 0.0000014 [0.009] 1.000 0.0000015 [0.004] 1.000 Return on Assets -0.0687 [0.078] 0.9336 -0.0674 [0.068] 0.9349 Consumer Proximity 1.7258 [0.133] 5.6168 1.9014 [0.077] 6.6951 Environmentally sensitive sectors 1.6523 [0.133] 5.2190 1.7565 [0.091] 5.7918 Number of countries
other than Greece
0.2484 [0.019] 1.2820 Pseudo R2 0.48 0.44 LR χ2(7) χ2(6) 55.25 [0.000] 49.74 [0.000] Log Likelihood -29.682 -32.434 Hosmer Lemeshow 3.89 [0.867] 2.60 [0.957}
The estimated adjusted odds ratio for the variables subscription to CSR
initiatives, consumer proximity and environmentally sensitive sectors are 9.28, 6.695 and 5.792 respectively. This implies that the odds are about 9.3, 6.7 and 5.8 times higher
for a corporation which provides disclosures on climate change mitigation.
The percentage change in the odds
π
= == Pr( ) Pr( ) Y Y 1
0 for every 1 unit in Xi holding
all other X’s fixed can be also computed. For instance, in relation to sector the odds
the odds from a unit change in ROA is negligible (0.7%) while there is no change in
the case of organizational size expressed by turnover.
The overall significance of the models is given by X2 values equal to 55.25
and 49.74 with significance levels of P=0.000 in both cases and 7 and 6 degrees of
freedom for the first and second model formulation respectively. Based on this value
we can reject H0 (where H0: β1= β2=…=β7=0 and H0: β1= β2=…=β6=0) and conclude
that at least one of the β coefficients is different from zero (Χ20.05,7=14.067 and
Χ20.05,9=12.592). The Hosmer and Lemeshow values equal to 3.89 and 2.60 (with
significance equal to 0.867 and 0.957) for the first and second model respectively.
The non-significant X2 value indicates a good model fit in the correspondence of the
actual and predicted values of the dependent variable.
5. Concluding remarks and policy implications
In our research effort we have tried to relate CCD with a number of
explanatory factors like size, sector, profitability, environmental sensitivity, consumer
proximity, internationalization, ownership identity and subscription to CSR
initiatives. Presenting them in order of their magnitudes, we found that subscription to
CSR initiatives, consumer proximity as well as environmentally sensitive sectors, are significant variables affecting positively CCD. In contrast, sector and profitability (expressed by return on assets) have a significant negative effect on CCD while size
(expressed by turnover) has a positive yet negligible effect. Internationalization, expressed by the number of countries other than Greece that the company operates, and exports along with ownership identity seem to have no significant influence.
Deegan et al. (2002) assert that “where there is limited concern, there will be
limited disclosures” (p.335). In this respect, our findings suggest that Greek
sub-group of Greek firms actively engaged in the endorsement of CCD practices,
most other assessed corporations tend to treat such accountability perspectives
superficially and in a ‘window-dressing’ manner, offering primarily self-laudatory
information. Given that gathering and sharing climate change information can be
conceived as a reflection of a firm’s related performance as well as a useful ‘proxy’ to
assess it (Snider et al., 2003), most assessed firms appear to undertake inadequate
actions towards the identification of their exposure to climate change risks and
implicit opportunities.
Such information deficit fails to inform stakeholders’ decision-making and
adds very little to environmental policy and planning. Yet, domestic market forces
(suppliers, customers, investors, creditors, etc.) and bottom-up pressures (from civil
society actors and the wider public) in challenging the environmental accountability
of business have so far been weak and sporadic in Greece. Awareness, interest and
knowledge in environmental management are low (Kassolis, 2007) while ‘domestic
mobilization’ (Börzel, 2003) has generally been slack. Stakeholders’ demands and
expectations have so far proved to be moderate in stimulating the Greek business
community towards consistent environmental reporting and meaningful
environmental management.
Future research should investigate CCD in other national contexts using more
detailed content analysis approaches. Moreover, longitudinal analysis of CCD could
contribute in examining whether and how the recent economic downturn affected the
climate change discourse of corporations. Finally, action research and qualitative
evidence could shed light on where climate change stands among the various
corporate reporting aspects and, ultimately, provide additional insights into factors
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